{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Content under Creative Commons Attribution license CC-BY 4.0, code under BSD 3-Clause License © 2018 D. Koehn, notebook style sheet by L.A. Barba, N.C. Clementi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<link href=\"https://fonts.googleapis.com/css?family=Merriweather:300,300i,400,400i,700,700i,900,900i\" rel='stylesheet' >\n",
       "<link href=\"https://fonts.googleapis.com/css?family=Source+Sans+Pro:300,300i,400,400i,700,700i\" rel='stylesheet' >\n",
       "<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:300,400' rel='stylesheet' >\n",
       "<style>\n",
       "\n",
       "@font-face {\n",
       "    font-family: \"Computer Modern\";\n",
       "    src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
       "}\n",
       "\n",
       "\n",
       "#notebook_panel { /* main background */\n",
       "    background: rgb(245,245,245);\n",
       "}\n",
       "\n",
       "div.cell { /* set cell width */\n",
       "    width: 800px;\n",
       "}\n",
       "\n",
       "div #notebook { /* centre the content */\n",
       "    background: #fff; /* white background for content */\n",
       "    width: 1000px;\n",
       "    margin: auto;\n",
       "    padding-left: 0em;\n",
       "}\n",
       "\n",
       "#notebook li { /* More space between bullet points */\n",
       "margin-top:0.5em;\n",
       "}\n",
       "\n",
       "/* draw border around running cells */\n",
       "div.cell.border-box-sizing.code_cell.running { \n",
       "    border: 1px solid #111;\n",
       "}\n",
       "\n",
       "/* Put a solid color box around each cell and its output, visually linking them*/\n",
       "div.cell.code_cell {\n",
       "    background-color: rgb(256,256,256); \n",
       "    border-radius: 0px; \n",
       "    padding: 0.5em;\n",
       "    margin-left:1em;\n",
       "    margin-top: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "div.text_cell_render{\n",
       "    font-family: 'Source Sans Pro', sans-serif;\n",
       "    line-height: 140%;\n",
       "    font-size: 110%;\n",
       "    width:680px;\n",
       "    margin-left:auto;\n",
       "    margin-right:auto;\n",
       "}\n",
       "\n",
       "/* Formatting for header cells */\n",
       ".text_cell_render h1 {\n",
       "    font-family: 'Merriweather', serif;\n",
       "    font-style:regular;\n",
       "    font-weight: bold;    \n",
       "    font-size: 250%;\n",
       "    line-height: 100%;\n",
       "    color: #004065;\n",
       "    margin-bottom: 1em;\n",
       "    margin-top: 0.5em;\n",
       "    display: block;\n",
       "}\t\n",
       ".text_cell_render h2 {\n",
       "    font-family: 'Merriweather', serif;\n",
       "    font-weight: bold; \n",
       "    font-size: 180%;\n",
       "    line-height: 100%;\n",
       "    color: #0096d6;\n",
       "    margin-bottom: 0.5em;\n",
       "    margin-top: 0.5em;\n",
       "    display: block;\n",
       "}\t\n",
       "\n",
       ".text_cell_render h3 {\n",
       "    font-family: 'Merriweather', serif;\n",
       "\tfont-size: 150%;\n",
       "    margin-top:12px;\n",
       "    margin-bottom: 3px;\n",
       "    font-style: regular;\n",
       "    color: #008367;\n",
       "}\n",
       "\n",
       ".text_cell_render h4 {    /*Use this for captions*/\n",
       "    font-family: 'Merriweather', serif;\n",
       "    font-weight: 300; \n",
       "    font-size: 100%;\n",
       "    line-height: 120%;\n",
       "    text-align: left;\n",
       "    width:500px;\n",
       "    margin-top: 1em;\n",
       "    margin-bottom: 2em;\n",
       "    margin-left: 80pt;\n",
       "    font-style: regular;\n",
       "}\n",
       "\n",
       ".text_cell_render h5 {  /*Use this for small titles*/\n",
       "    font-family: 'Source Sans Pro', sans-serif;\n",
       "    font-weight: regular;\n",
       "    font-size: 130%;\n",
       "    color: #e31937;\n",
       "    font-style: italic;\n",
       "    margin-bottom: .5em;\n",
       "    margin-top: 1em;\n",
       "    display: block;\n",
       "}\n",
       "\n",
       ".text_cell_render h6 { /*use this for copyright note*/\n",
       "    font-family: 'Source Code Pro', sans-serif;\n",
       "    font-weight: 300;\n",
       "    font-size: 9pt;\n",
       "    line-height: 100%;\n",
       "    color: grey;\n",
       "    margin-bottom: 1px;\n",
       "    margin-top: 1px;\n",
       "}\n",
       "\n",
       "    .CodeMirror{\n",
       "            font-family: \"Source Code Pro\";\n",
       "\t\t\tfont-size: 90%;\n",
       "    }\n",
       "/*    .prompt{\n",
       "        display: None;\n",
       "    }*/\n",
       "\t\n",
       "    \n",
       "    .warning{\n",
       "        color: rgb( 240, 20, 20 )\n",
       "        }  \n",
       "</style>\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "                        TeX: {\n",
       "                           extensions: [\"AMSmath.js\"], \n",
       "                           equationNumbers: { autoNumber: \"AMS\", useLabelIds: true}\n",
       "                           },\n",
       "                tex2jax: {\n",
       "                    inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "                    displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "                },\n",
       "                displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "                \"HTML-CSS\": {\n",
       "                    styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "                }\n",
       "        });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Execute this cell to load the notebook's style sheet, then ignore it\n",
    "from IPython.core.display import HTML\n",
    "css_file = '../style/custom.css'\n",
    "HTML(open(css_file, \"r\").read())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Triangular mesh generation\n",
    "\n",
    "In the last lesson we learned how to create a quad mesh by Transfinite Interpolation to accurately approximate the strong topography of a sea dike. We can use this mesh for spectral element modelling. But what should we do, if we need a triangular mesh for example for Finite Element modelling?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Yigma Tepe - another problem with strong topography\n",
    "\n",
    "You might think that the sea dike topography was already quite complex. Well, here is another problem we are currently working on at the \"Applied Geophysics\" group at Christian-Albrechts University Kiel:\n",
    "\n",
    "<img src=\"images/yigmatepe_1.jpg\" width=\"100%\">\n",
    "\n",
    "This is [Yigma Tepe](https://vici.org/vici/42048/?lang=en), a tumulus which might be a burial of an Attilad King located in Pergamon (Turkey). Extensive [geophysical prospecting](https://publications.dainst.org/journals/index.php/efb/article/view/1562/4464) and [archaeological excavations](https://www.archaeologie-online.de/nachrichten/neue-forschungen-zu-den-antiken-grabhuegeln-der-welterbestaette-pergamon-2937/) revealed small scale near-surface structures, which makes Yigma Tepe an ideal target to further develop 2D SH and 3D seismic full waveform inversion in the field of archaeological prospection. A critical part is the correct discretization of the complex free-surface topography, crucial for accurate modelling of surface waves. \n",
    "\n",
    "Let's take a look at a 2D quad mesh created by Transfinite-Interpolation for a SH-profile along the tumulus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# Import Libraries\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Here, I introduce a new library, which is useful \n",
    "# to define the fonts and size of a figure in a notebook\n",
    "from pylab import rcParams\n",
    "\n",
    "# Get rid of a Matplotlib deprecation warning\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NX =  70\n",
      "NZ =  10\n"
     ]
    }
   ],
   "source": [
    "# Load Yigma Tepe quad mesh created by TFI\n",
    "X = np.loadtxt('data/yigma_tepe_TFI_mesh_X.dat', delimiter=' ', skiprows=0, unpack='True')\n",
    "Z = np.loadtxt('data/yigma_tepe_TFI_mesh_Z.dat', delimiter=' ', skiprows=0, unpack='True')\n",
    "\n",
    "# number of grid points in each spatial direction\n",
    "NZ, NX = np.shape(X)\n",
    "print(\"NX = \", NX)\n",
    "print(\"NZ = \", NZ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define figure size\n",
    "rcParams['figure.figsize'] = 10, 7\n",
    "\n",
    "# Plot Yigma Tepe TFI mesh\n",
    "plt.plot(X, Z, 'k')\n",
    "plt.plot(X.T, Z.T, 'k')\n",
    "plt.plot(X, Z, 'bo', markersize=4)\n",
    "\n",
    "plt.title(\"Yigma Tepe TFI mesh\" )\n",
    "plt.xlabel(\"x [m]\")\n",
    "plt.ylabel(\"z [m]\")\n",
    "plt.axes().set_aspect('equal')\n",
    "#plt.savefig('yigma_tepe_TFI.pdf', bbox_inches='tight', format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This quad mesh is already able to accurately describe the free-surface topography. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Triangular mesh generation\n",
    "\n",
    "If we need a triangular mesh, for example for finite element or finite volume modelling,  we could apply **Delaunay triangulation** to the node point distribution of the Yigma Tepe TFI mesh. For further details related to Delaunay triangulation, I refer to [Computational Geometry in Python](http://blancosilva.github.io/post/2014/10/28/Computational-Geometry-in-Python.html) by Francisco Blanco-Silva. \n",
    "\n",
    "In a first step, we assemble the x- and z-vectors in a (NX*NZ x 2) matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reshape X and Z vector\n",
    "x = X.flatten()\n",
    "z = Z.flatten()\n",
    "\n",
    "# Assemble x and z vector into NX*NZ x 2 matrix\n",
    "points = np.vstack([x,z]).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we compute the **Voronoi diagram** for the mesh points. This describes the partitioning of a plane with n points into convex polygons such that each polygon contains exactly one generating point and every point in a given polygon is closer to its generating point than to any other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate and plot Voronoi diagram for mesh points\n",
    "from scipy.spatial import Voronoi, voronoi_plot_2d\n",
    "\n",
    "vor = Voronoi(points)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "ax = plt.subplot(111, aspect='equal')\n",
    "voronoi_plot_2d(vor, ax=ax)\n",
    "\n",
    "plt.title(\"Part of Yigma Tepe (Voronoi diagram)\" )\n",
    "plt.xlabel(\"x [m]\")\n",
    "plt.ylabel(\"z [m]\")\n",
    "plt.xlim( 25,  75)\n",
    "plt.ylim(10, 35)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **Delaunay triangulation** creates triangles by connecting the points in neighbouring Voronoi cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply Delaunay triangulation to the quad mesh node points\n",
    "from scipy.spatial import Delaunay\n",
    "\n",
    "tri = Delaunay(points)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "ax = plt.subplot(111, aspect='equal')\n",
    "voronoi_plot_2d(vor, ax=ax)\n",
    "plt.triplot(points[:,0], points[:,1], tri.simplices.copy(), linewidth=3, color='b')\n",
    "plt.title(\"Part of Yigma Tepe (Voronoi diagram & Delaunay triangulation)\" )\n",
    "plt.xlabel(\"x [m]\")\n",
    "plt.ylabel(\"z [m]\")\n",
    "plt.xlim( 25,  75)\n",
    "plt.ylim(10, 35)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the final mesh for the Yigma Tepe model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot triangular mesh\n",
    "plt.triplot(points[:,0], points[:,1], tri.simplices.copy())\n",
    "plt.title(\"Yigma Tepe Delaunay mesh\" )\n",
    "plt.xlabel(\"x [m]\")\n",
    "plt.ylabel(\"z [m]\")\n",
    "plt.axes().set_aspect('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The regular triangulation within the tumulus looks reasonable. However, the Delaunay triangulation also added unwanted triangles above the topography. To solve this problem we have to use **constrained Delaunay triangulation** in order to restrict the triangulation to the model below the free-surface topography. Unfortunately, constrained Delaunay triangulation is not available within `SciPy`. \n",
    "\n",
    "However, there exists a `python` wrapper to the mesh generator [Triangle](http://www.cs.cmu.edu/~quake/triangle.html) by Richard Shewchuck. This wrapper can be installed by \n",
    "\n",
    "* `git clone --depth=1 https://github.com/drufat/triangle.git`\n",
    "* `cd triangle`\n",
    "* `python setup.py install`\n",
    "\n",
    "A detailed documentation of the Triangle Python wrapper by [Dzhelil Rufat](http://dzhelil.info/index.html) can be found [here](http://dzhelil.info/triangle/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import triangulate library\n",
    "from triangle import triangulate, show_data, plot as tplot\n",
    "import triangle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to use the constrained Delaunay triangulation, we obviously have to define the constraining vertex points lying on the boundaries of our model. In this case it is quite easy, because the TFI mesh is regular. \n",
    "\n",
    "OK, perhaps not so easy, because we have to be sure that no redundant points are in the final list and the points are sequentially defined in clockwise direction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Estimate boundary points \n",
    "\n",
    "# surface topography\n",
    "surf = np.vstack([X[9,:-2],Z[9,:-2]]).T\n",
    "\n",
    "# right model boundary\n",
    "right = np.vstack([X[1:,69],Z[1:,69]]).T\n",
    "\n",
    "# bottom model boundary\n",
    "bottom = np.vstack([X[0,1:],Z[0,1:]]).T\n",
    "\n",
    "# left model boundary\n",
    "left = np.vstack([X[:-2,0],Z[:-2,0]]).T\n",
    "\n",
    "# assemble model boundary\n",
    "model_stack = np.vstack([surf,np.flipud(right)])\n",
    "model_stack1 = np.vstack([model_stack,np.flipud(bottom)])\n",
    "model_bound = np.vstack([model_stack1,left])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above code looks a little bit chaotic, but you can check that the points in the resulting array *model_bound* are correctly sorted and contains no redundant points. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(model_bound[:,0],model_bound[:,1],'bo')\n",
    "plt.title(\"Yigma Tepe model boundary\" )\n",
    "plt.xlabel(\"x [m]\")\n",
    "plt.ylabel(\"z [m]\")\n",
    "plt.axes().set_aspect('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Good, now we have defined the model boundary points. Time for some **constrained Delaunay triangulation** ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define vertices (no redundant points)\n",
    "vert = model_bound\n",
    "\n",
    "# apply Delaunay triangulation to vertices\n",
    "tri = triangle.delaunay(vert)\n",
    "\n",
    "# define vertex markers\n",
    "vertm = np.array(np.zeros((len(vert),1)),dtype='int32')\n",
    "\n",
    "# define how the vertices are connected, e.g. point 0 is connected to point 1, \n",
    "# point 1 to point 2 and so on ... \n",
    "points1 = np.arange(len(vert))\n",
    "points2 = np.arange(len(vert))+1\n",
    "\n",
    "# last point is connected to the first point\n",
    "points2[-1] = 0\n",
    "\n",
    "# define connectivity of boundary polygon\n",
    "seg = np.array(np.vstack([points1,points2]).T,dtype='int32')\n",
    "\n",
    "# define marker for boundary polygon\n",
    "segm = np.array(np.ones((len(seg),1)),dtype='int32')\n",
    "\n",
    "# assemble dictionary for triangle optimisation\n",
    "A = dict(vertices=vert, vertex_markers=vertm, segments=seg, segment_markers=segm,triangles=tri)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Optimise initial triangulation\n",
    "cndt = triangle.triangulate(A,'pD')\n",
    "ax = plt.subplot(111, aspect='equal')\n",
    "tplot.plot(ax,**cndt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Very good, compared to the `SciPy` Delaunay triangulation, no triangles are added above the topography. However, most triangles have very small minimum angles, which would lead to serious numerical issues in later finite element modelling runs. So in the next step we restrict the minimum angle to 20° using the option `q20`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cncfq20dt = triangulate(A,'pq20D')\n",
    "ax = plt.subplot(111, aspect='equal')\n",
    "tplot.plot(ax,**cncfq20dt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we want a more evenly distribution of the triangle sizes. This can be achieved by imposing a maximum area to the triangles with the option `a20`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cncfq20adt = triangulate(A,'pq20a20D')\n",
    "ax = plt.subplot(111, aspect='equal')\n",
    "tplot.plot(ax,**cncfq20adt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compared to the `SciPy` Delaunay triangulation, the optimized mesh created by constrained Delaunay triangulation correctly describes the free-surface topography and can be used for modelling of seismic wave propagation with finite element or finite volume methods.\n",
    "\n",
    "## Mesh generators\n",
    "\n",
    "We have seen, that mesh generation from scratch can be quite time-consuming, even for a simple model geometry. Therefore, it is recommended to use mesh generators. Here, I summarize a few of the most popular codes:\n",
    "\n",
    "* [CUBIT](https://cubit.sandia.gov/) developed by Sandia national laboratories, CUBIT is the most widely used mesh generator. A disadvantage of the code is that it is only available for users employed in the US government.\n",
    "\n",
    "* [TRELIS](https://www.csimsoft.com/trelis.jsp) This is the international version of CUBIT. However, it has an annual lease license.\n",
    "\n",
    "As mentioned in the introduction, my philosopy is that science should rely on OpenSource codes in order to achieve reproducible research. Therefore, I prefer OpenSource meshers, e.g.:\n",
    "\n",
    "* [Gmsh](http://gmsh.info/) developed by Christophe Geuzaine and Jean-François Remacle, Gmsh can create triangular, tetrahedral, quad and hex meshes. Gmsh also has some visualization capabilites for post-processing.\n",
    "\n",
    "* [Tetgen](http://wias-berlin.de/software/index.jsp?id=TetGen&lang=1) developed by Hang Si, can produce tetrahedral meshes. \n",
    "\n",
    "* We already used [Triangle](https://www.cs.cmu.edu/~quake/triangle.html) together with a Python wrapper in this Jupyter notebook to create a 2D triangular mesh for the Yigma Tepe tumulus. More complex triangular meshes can also be created with Triangle. \n",
    "\n",
    "* Another nice Python interface for Triangle and Tetgen is [MeshPy](https://mathema.tician.de/software/meshpy/) by Andreas Klöckner."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We learned:\n",
    "\n",
    "* How to read and display an external regular TFI mesh for the Yigma Tepe tumulus\n",
    "* Building a Voronoi diagram and triangular Delaunay mesh based on the regular TFI quad mesh node points\n",
    "* Building a triangular mesh for the Yigma Tepe tumulus from scratch using constrained Delaunay triangulation\n",
    "* Triangular mesh generation is even more time-consuming than for the quad mesh\n",
    "* For complex 2D/3D model geometries it is recommend to use a mesh generator like Gmsh , Triangle or Tetgen"
   ]
  }
 ],
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